3 tables: Orders, Returns, and Users Clean DataSet: - Remove duplicates in Excel 34 rows removed in orders table A second review 2397 duplicate order IDs found, removed null values associated 0 rows removed in returns table - Removed null values 28 rows removed in orders table 0 nulls removed in returns table For users table there is only 4 regions and 4 managers - no nulls or duplicates Changed Profit column data type to currency vs general Changed Product Base Margin column to percentage vs decimal Left with 6456 rows clean data Business Insights: What are 3 products we can focus our marketing efforts on this quarter? What region should deploy a market for this in? What is our total profit for our top products?